Playlist generation based on a desired emotional state

ABSTRACT

In some embodiments, a method comprises receiving a first signal indicative of a current emotional state of a user, receiving a second signal corresponding to a desired emotional state of the user, and based on the first and second signals, generating a playlist of media content including a first item and an nth item. The first signal can be received from a wearable sensor. Generating the playlist can comprise selecting items of media content, and arranging the media content in a sequential order such that the playlist transitions from the first item toward the nth item. The method can further comprise playing back, via a playback device, at least the first item of the media content, and while playing back the first item, receiving a third signal indicative of an updated emotional state of the user.

CROSS-REFERENCE TO RELATED APPLICATION

The present application is a continuation of U.S. patent applicationSer. No. 16/921,027, filed Jul. 6, 2020, which is a continuation of U.S.patent application Ser. No. 16/579,622 filed Sep. 23, 2019, now U.S.Pat. No. 10,754,614, the disclosures of which are incorporated herein byreference in their entireties.

FIELD OF THE DISCLOSURE

The present disclosure is related to consumer goods and, moreparticularly, to methods, systems, products, features, services, andother elements directed to media playback or some aspect thereof.

BACKGROUND

Options for accessing and listening to digital audio in an out-loudsetting were limited until in 2002, when SONOS, Inc. began developmentof a new type of playback system. Sonos then filed one of its firstpatent applications in 2003, entitled “Method for Synchronizing AudioPlayback between Multiple Networked Devices,” and began offering itsfirst media playback systems for sale in 2005. The Sonos Wireless HomeSound System enables people to experience music from many sources viaone or more networked playback devices. Through a software controlapplication installed on a controller (e.g., smartphone, tablet,computer, voice input device), one can play what she wants in any roomhaving a networked playback device. Media content (e.g., songs,podcasts, video sound) can be streamed to playback devices such thateach room with a playback device can play back corresponding differentmedia content. In addition, rooms can be grouped together forsynchronous playback of the same media content, and/or the same mediacontent can be heard in all rooms synchronously.

BRIEF DESCRIPTION OF THE DRAWINGS

Features, aspects, and advantages of the presently disclosed technologymay be better understood with regard to the following description,appended claims, and accompanying drawings, as listed below. A personskilled in the relevant art will understand that the features shown inthe drawings are for purposes of illustrations, and variations,including different and/or additional features and arrangements thereof,are possible.

FIG. 1A is a partial cutaway view of an environment having a mediaplayback system configured in accordance with aspects of the disclosedtechnology.

FIG. 1B is a schematic diagram of the media playback system of FIG. 1Aand one or more networks.

FIG. 1C is a block diagram of a playback device.

FIG. 1D is a block diagram of a playback device.

FIG. 1E is a block diagram of a bonded playback device.

FIG. 1F is a block diagram of a network microphone device.

FIG. 1G is a block diagram of a playback device.

FIG. 1H is a partially schematic diagram of a control device.

FIG. 2 is a schematic block diagram of a system for receiving sensordata from a sensor, in accordance with embodiments of the disclosedtechnology.

FIG. 3 is a partially schematic illustration of a wearable brain sensingheadband, in accordance with embodiments of the present technology.

FIG. 4 is an illustration of an emotion classification plane, inaccordance with embodiments of the present technology.

FIG. 5 is a schematic block diagram for generating a user-specificemotional classification plane, in accordance with embodiments of thepresent technology

FIGS. 6-8 are flow diagrams of methods for generating a playlist ofmedia content based at least in part on an emotional state of a user, inaccordance with embodiments of the present technology.

FIGS. 9A-9C are representative illustrations for generating a playlistof media content based at least in part on an emotional state of a user,in accordance with embodiments of the present technology.

The drawings are for the purpose of illustrating example embodiments,but those of ordinary skill in the art will understand that thetechnology disclosed herein is not limited to the arrangements and/orinstrumentality shown in the drawings.

DETAILED DESCRIPTION I. Overview

Music and other media content can significantly affect a user'semotional state. Various attempts have been made to curate playlists ofmedia content that are intended to direct a user's mood or other mentalstates (e.g., a mood-lifting playlist intended to raise a user'sspirits, a study playlist intended to increase a user's concentration,etc.). However, the effects of a particular song or other media contentmay depend greatly on a user's present emotional state. For example, auser in a current state of severe depression user may be unmoved or evenannoyed at hearing a cheerful, upbeat pop song. Accordingly, it can beuseful to select songs or other media items that affect a user's moodincrementally or gradually, with each subsequent song intended to shiftthe user's mood closer towards a desired emotional state.

Additionally, current devices for influencing a user's emotional statevia audio playback do not consider changes in the user's currentemotional state during the playback. As such, current devices are unableto determine in real time the effect the audio playback is having on theuser, and thus whether the playback is having the intended effect on theuser's emotional state. Moreover, different users may responddifferently to the same media content. For example, one user's mood mayimprove markedly upon listening to “Wake Up” by Arcade Fire, whileanother user's mood may darken in response to the same song. As aresult, it can be useful to monitor a user's emotional state in realtime during playback of media content intended to induce a desiredemotional state in a user. Depending on the detected shifts in theuser's emotional state, the playlist may be updated dynamically toachieve the desired gradual shifts in the user's mood.

Embodiments of the present technology address at least some of the abovedescribed issues, and generally relate to improved systems and methodsfor generating a playlist of media content to be played via a playbackdevice. The generated playlist is based at least in part on a user'scurrent emotional state and/or desired emotional state. The generatedplaylist can be configured to influence and/or gradually transition theemotional state of the user from the current emotional state to thedesired emotional state.

Some embodiments of the present technology relate to receiving a firstsignal indicative of a current emotional state of a user, receiving asecond signal corresponding to a desired emotional state of the user,and, based at least in part of the first and second signals, generatinga playlist of media content. The first signal can be received from asensor (e.g., a wearable brain sensing band) worn by the user. In someembodiments, generating the playlist comprises selecting items of mediacontent including at least (i) a first item of media content having afirst parameter corresponding to the current emotional state of theuser, (ii) a second item of media content having a second parameterdifferent than the first parameter, and (iii) an nth item of mediacontent having an nth parameter corresponding to the desired emotionalstate of the user. The generated playlist is arranged in a sequentialorder such that the playlist transitions from the first item toward thenth item. The playlist can then be played back via a playback device.During playback, the user's current emotional state may be received,e.g., to determine whether the playlist is having an intended effect onthe user and/or if the user's emotional state is gradually transitioningtoward the desired emotional state. If the user's emotional state isgradually transitioning away from the desired emotional state or in anunexpected manner, the playlist may be updated.

As explained in more detail below, generating the playlist in such amanner, and playing back the playlist to the user, provides an improvedability to influence the emotional state of the user, e.g., from thecurrent emotional state toward the desired emotional state. Unlikecurrent devices or methods for influencing a user's emotional state,embodiments of the present technology consider the current and desiredemotional states of the user, and play media content of the generatedplaylist to gradually influence the user's emotional state along apathway that includes the current and desired emotional states. In doingso, the user's current emotional state is continuously and/oriteratively considered such that the playlist can be continuouslyupdated during playback as necessary to ensure the user's emotionalstate gradually transitions toward the desired emotional state.

While some examples described herein may refer to functions performed bygiven actors such as “users,” “listeners,” and/or other entities, itshould be understood that this is for purposes of explanation only. Theclaims should not be interpreted to require action by any such exampleactor unless explicitly required by the language of the claimsthemselves.

In the Figures, identical reference numbers identify generally similar,and/or identical, elements. To facilitate the discussion of anyparticular element, the most significant digit or digits of a referencenumber refers to the Figure in which that element is first introduced.For example, element 110 a is first introduced and discussed withreference to FIG. 1A. Many of the details, dimensions, angles and otherfeatures shown in the Figures are merely illustrative of particularembodiments of the disclosed technology. Accordingly, other embodimentscan have other details, dimensions, angles and features withoutdeparting from the spirit or scope of the disclosure. In addition, thoseof ordinary skill in the art will appreciate that further embodiments ofthe various disclosed technologies can be practiced without several ofthe details described below.

II. Suitable Operating Environment

FIG. 1A is a partial cutaway view of a media playback system 100distributed in an environment 101 (e.g., a house). The media playbacksystem 100 comprises one or more playback devices 110 (identifiedindividually as playback devices 110 a-n), one or more networkmicrophone devices (“NMDs”) 120 (identified individually as NMDs 120a-c), and one or more control devices 130 (identified individually ascontrol devices 130 a and 130 b).

As used herein the term “playback device” can generally refer to anetwork device configured to receive, process, and/or output data of amedia playback system. For example, a playback device can be a networkdevice that receives and processes audio content. In some embodiments, aplayback device includes one or more transducers or speakers powered byone or more amplifiers. In other embodiments, however, a playback deviceincludes one of (or neither of) the speaker and the amplifier. Forinstance, a playback device can comprise one or more amplifiersconfigured to drive one or more speakers external to the playback devicevia a corresponding wire or cable.

Moreover, as used herein the term NMD (i.e., a “network microphonedevice”) can generally refer to a network device that is configured foraudio detection. In some embodiments, an NMD is a stand-alone deviceconfigured primarily for audio detection. In other embodiments, an NMDis incorporated into a playback device (or vice versa).

The term “control device” can generally refer to a network deviceconfigured to perform functions relevant to facilitating user access,control, and/or configuration of the media playback system 100.

Each of the playback devices 110 is configured to receive audio signalsor data from one or more media sources (e.g., one or more remote serversor one or more local devices) and play back the received audio signalsor data as sound. The one or more NMDs 120 are configured to receivespoken word commands, and the one or more control devices 130 areconfigured to receive user input. In response to the received spokenword commands and/or user input, the media playback system 100 can playback audio via one or more of the playback devices 110. In certainembodiments, the playback devices 110 are configured to commenceplayback of media content in response to a trigger. For instance, one ormore of the playback devices 110 can be configured to play back amorning playlist upon detection of an associated trigger condition(e.g., presence of a user in a kitchen, detection of a coffee machineoperation). In some embodiments, for example, the media playback system100 is configured to play back audio from a first playback device (e.g.,the playback device 110 a) in synchrony with a second playback device(e.g., the playback device 110 b). Interactions between the playbackdevices 110, NMDs 120, and/or control devices 130 of the media playbacksystem 100 configured in accordance with the various embodiments of thedisclosure are described in greater detail below with respect to FIGS.1B-1H.

In the illustrated embodiment of FIG. 1A, the environment 101 comprisesa household having several rooms, spaces, and/or playback zones,including (clockwise from upper left) a master bathroom 101 a, a masterbedroom 101 b, a second bedroom 101 c, a family room or den 101 d, anoffice 101 e, a living room 101 f, a dining room 101 g, a kitchen 101 h,and an outdoor patio 101 i. While certain embodiments and examples aredescribed below in the context of a home environment, the technologiesdescribed herein may be implemented in other types of environments. Insome embodiments, for example, the media playback system 100 can beimplemented in one or more commercial settings (e.g., a restaurant,mall, airport, hotel, a retail or other store), one or more vehicles(e.g., a sports utility vehicle, bus, car, a ship, a boat, an airplane),multiple environments (e.g., a combination of home and vehicleenvironments), and/or another suitable environment where multi-zoneaudio may be desirable.

The media playback system 100 can comprise one or more playback zones,some of which may correspond to the rooms in the environment 101. Themedia playback system 100 can be established with one or more playbackzones, after which additional zones may be added, or removed to form,for example, the configuration shown in FIG. 1A. Each zone may be givena name according to a different room or space such as the office 101 e,master bathroom 101 a, master bedroom 101 b, the second bedroom 101 c,kitchen 101 h, dining room 101 g, living room 101 f, and/or the balcony101 i. In some aspects, a single playback zone may include multiplerooms or spaces. In certain aspects, a single room or space may includemultiple playback zones.

In the illustrated embodiment of FIG. 1A, the master bathroom 101 a, thesecond bedroom 101 c, the office 101 e, the living room 101 f, thedining room 101 g, the kitchen 101 h, and the outdoor patio 101 i eachinclude one playback device 110, and the master bedroom 101 b and theden 101 d include a plurality of playback devices 110. In the masterbedroom 101 b, the playback devices 110 l and 110 m may be configured,for example, to play back audio content in synchrony as individual onesof playback devices 110, as a bonded playback zone, as a consolidatedplayback device, and/or any combination thereof. Similarly, in the den101 d, the playback devices 110 h-j can be configured, for instance, toplay back audio content in synchrony as individual ones of playbackdevices 110, as one or more bonded playback devices, and/or as one ormore consolidated playback devices. Additional details regarding bondedand consolidated playback devices are described below with respect toFIGS. 1B and 1E.

In some aspects, one or more of the playback zones in the environment101 may each be playing different audio content. For instance, a usermay be grilling on the patio 101 i and listening to hip hop music beingplayed by the playback device 110 c while another user is preparing foodin the kitchen 101 h and listening to classical music played by theplayback device 110 b. In another example, a playback zone may play thesame audio content in synchrony with another playback zone. Forinstance, the user may be in the office 101 e listening to the playbackdevice 110 f playing back the same hip hop music being played back byplayback device 110 c on the patio 101 i. In some aspects, the playbackdevices 110 c and 110 f play back the hip hop music in synchrony suchthat the user perceives that the audio content is being playedseamlessly (or at least substantially seamlessly) while moving betweendifferent playback zones. Additional details regarding audio playbacksynchronization among playback devices and/or zones can be found, forexample, in U.S. Pat. No. 8,234,395 entitled, “System and method forsynchronizing operations among a plurality of independently clockeddigital data processing devices,” which is incorporated herein byreference in its entirety.

a. Suitable Media Playback System

FIG. 1B is a schematic diagram of the media playback system 100 and acloud network 102. For ease of illustration, certain devices of themedia playback system 100 and the cloud network 102 are omitted fromFIG. 1B. One or more communication links 103 (referred to hereinafter as“the links 103”) communicatively couple the media playback system 100and the cloud network 102.

The links 103 can comprise, for example, one or more wired networks, oneor more wireless networks, one or more wide area networks (WAN), one ormore local area networks (LAN), one or more personal area networks(PAN), one or more telecommunication networks (e.g., one or more GlobalSystem for Mobiles (GSM) networks, Code Division Multiple Access (CDMA)networks, Long-Term Evolution (LTE) networks, 5G communication networknetworks, and/or other suitable data transmission protocol networks),etc. The cloud network 102 is configured to deliver media content (e.g.,audio content, video content, photographs, social media content) to themedia playback system 100 in response to a request transmitted from themedia playback system 100 via the links 103. In some embodiments, thecloud network 102 is further configured to receive data (e.g. voiceinput data) from the media playback system 100 and correspondinglytransmit commands and/or media content to the media playback system 100.

The cloud network 102 comprises computing devices 106 (identifiedseparately as a first computing device 106 a, a second computing device106 b, and a third computing device 106 c). The computing devices 106can comprise individual computers or servers, such as, for example, amedia streaming service server storing audio and/or other media content,a voice service server, a social media server, a media playback systemcontrol server, etc. In some embodiments, one or more of the computingdevices 106 comprise modules of a single computer or server. In certainembodiments, one or more of the computing devices 106 comprise one ormore modules, computers, and/or servers. Moreover, while the cloudnetwork 102 is described above in the context of a single cloud network,in some embodiments the cloud network 102 comprises a plurality of cloudnetworks comprising communicatively coupled computing devices.Furthermore, while the cloud network 102 is shown in FIG. 1B as havingthree of the computing devices 106, in some embodiments, the cloudnetwork 102 comprises fewer (or more than) three computing devices 106.

The media playback system 100 is configured to receive media contentfrom the networks 102 via the links 103. The received media content cancomprise, for example, a Uniform Resource Identifier (URI) and/or aUniform Resource Locator (URL). For instance, in some examples, themedia playback system 100 can stream, download, or otherwise obtain datafrom a URI or a URL corresponding to the received media content. Anetwork 104 communicatively couples the links 103 and at least a portionof the devices (e.g., one or more of the playback devices 110, NMDs 120,and/or control devices 130) of the media playback system 100. Thenetwork 104 can include, for example, a wireless network (e.g., a WiFinetwork, a Bluetooth, a Z-Wave network, a ZigBee, and/or other suitablewireless communication protocol network) and/or a wired network (e.g., anetwork comprising Ethernet, Universal Serial Bus (USB), and/or anothersuitable wired communication). As those of ordinary skill in the artwill appreciate, as used herein, “WiFi” can refer to several differentcommunication protocols including, for example, Institute of Electricaland Electronics Engineers (IEEE) 802.11a, 802.11b, 802.11g, 802.11n,802.11ac, 802.11ac, 802.11ad, 802.11af, 802.11ah, 802.11ai, 802.11aj,802.11aq, 802.11ax, 802.1lay, 802.15, etc. transmitted at 2.4 Gigahertz(GHz), 5 GHz, and/or another suitable frequency.

In some embodiments, the network 104 comprises a dedicated communicationnetwork that the media playback system 100 uses to transmit messagesbetween individual devices and/or to transmit media content to and frommedia content sources (e.g., one or more of the computing devices 106).In certain embodiments, the network 104 is configured to be accessibleonly to devices in the media playback system 100, thereby reducinginterference and competition with other household devices. In otherembodiments, however, the network 104 comprises an existing householdcommunication network (e.g., a household WiFi network). In someembodiments, the links 103 and the network 104 comprise one or more ofthe same networks. In some aspects, for example, the links 103 and thenetwork 104 comprise a telecommunication network (e.g., an LTE network,a 5G network). Moreover, in some embodiments, the media playback system100 is implemented without the network 104, and devices comprising themedia playback system 100 can communicate with each other, for example,via one or more direct connections, PANs, telecommunication networks,and/or other suitable communication links.

In some embodiments, audio content sources may be regularly added orremoved from the media playback system 100. In some embodiments, forexample, the media playback system 100 performs an indexing of mediaitems when one or more media content sources are updated, added to,and/or removed from the media playback system 100. The media playbacksystem 100 can scan identifiable media items in some or all foldersand/or directories accessible to the playback devices 110, and generateor update a media content database comprising metadata (e.g., title,artist, album, track length) and other associated information (e.g.,URIs, URLs) for each identifiable media item found. In some embodiments,for example, the media content database is stored on one or more of theplayback devices 110, NMDs 120, and/or control devices 130.

In the illustrated embodiment of FIG. 1B, the playback devices 110 l and110 m comprise a group 107 a. The playback devices 110 l and 110 m canbe positioned in different rooms in a household and be grouped togetherin the group 107 a on a temporary or permanent basis based on user inputreceived at the control device 130 a and/or another control device 130in the media playback system 100. When arranged in the group 107 a, theplayback devices 110 l and 110 m can be configured to play back the sameor similar audio content in synchrony from one or more audio contentsources. In certain embodiments, for example, the group 107 a comprisesa bonded zone in which the playback devices 110 l and 110 m compriseleft audio and right audio channels, respectively, of multi-channelaudio content, thereby producing or enhancing a stereo effect of theaudio content. In some embodiments, the group 107 a includes additionalplayback devices 110. In other embodiments, however, the media playbacksystem 100 omits the group 107 a and/or other grouped arrangements ofthe playback devices 110.

The media playback system 100 includes the NMDs 120 a and 120 d, eachcomprising one or more microphones configured to receive voiceutterances from a user. In the illustrated embodiment of FIG. 1B, theNMD 120 a is a standalone device and the NMD 120 d is integrated intothe playback device 110 n. The NMD 120 a, for example, is configured toreceive voice input 121 from a user 123. In some embodiments, the NMD120 a transmits data associated with the received voice input 121 to avoice assistant service (VAS) configured to (i) process the receivedvoice input data and (ii) transmit a corresponding command to the mediaplayback system 100. In some aspects, for example, the computing device106 c comprises one or more modules and/or servers of a VAS (e.g., a VASoperated by one or more of SONOS®, AMAZON®, GOOGLE® APPLE®, MICROSOFT®).The computing device 106 c can receive the voice input data from the NMD120 a via the network 104 and the links 103. In response to receivingthe voice input data, the computing device 106 c processes the voiceinput data (i.e., “Play Hey Jude by The Beatles”), and determines thatthe processed voice input includes a command to play a song (e.g., “HeyJude”). The computing device 106 c accordingly transmits commands to themedia playback system 100 to play back “Hey Jude” by the Beatles from asuitable media service (e.g., via one or more of the computing devices106) on one or more of the playback devices 110.

b. Suitable Playback Devices

FIG. 1C is a block diagram of the playback device 110 a comprising aninput/output 111. The input/output 111 can include an analog I/O 111 a(e.g., one or more wires, cables, and/or other suitable communicationlinks configured to carry analog signals) and/or a digital I/O 111 b(e.g., one or more wires, cables, or other suitable communication linksconfigured to carry digital signals). In some embodiments, the analogI/O 111 a is an audio line-in input connection comprising, for example,an auto-detecting 3.5 mm audio line-in connection. In some embodiments,the digital I/O 111 b comprises a Sony/Philips Digital Interface Format(S/PDIF) communication interface and/or cable and/or a Toshiba Link(TOSLINK) cable. In some embodiments, the digital I/O 111 b comprises aHigh-Definition Multimedia Interface (HDMI) interface and/or cable. Insome embodiments, the digital I/O 111 b includes one or more wirelesscommunication links comprising, for example, a radio frequency (RF),infrared, WiFi, Bluetooth, or another suitable communication protocol.In certain embodiments, the analog I/O 111 a and the digital 111 bcomprise interfaces (e.g., ports, plugs, jacks) configured to receiveconnectors of cables transmitting analog and digital signals,respectively, without necessarily including cables.

The playback device 110 a, for example, can receive media content (e.g.,audio content comprising music and/or other sounds) from a local audiosource 105 via the input/output 111 (e.g., a cable, a wire, a PAN, aBluetooth connection, an ad hoc wired or wireless communication network,and/or another suitable communication link). The local audio source 105can comprise, for example, a mobile device (e.g., a smartphone, atablet, a laptop computer) or another suitable audio component (e.g., atelevision, a desktop computer, an amplifier, a phonograph, a Blu-rayplayer, a memory storing digital media files). In some aspects, thelocal audio source 105 includes local music libraries on a smartphone, acomputer, a networked-attached storage (NAS), and/or another suitabledevice configured to store media files. In certain embodiments, one ormore of the playback devices 110, NMDs 120, and/or control devices 130comprise the local audio source 105. In other embodiments, however, themedia playback system omits the local audio source 105 altogether. Insome embodiments, the playback device 110 a does not include aninput/output 111 and receives all audio content via the network 104.

The playback device 110 a further comprises electronics 112, a userinterface 113 (e.g., one or more buttons, knobs, dials, touch-sensitivesurfaces, displays, touchscreens), and one or more transducers 114(referred to hereinafter as “the transducers 114”). The electronics 112is configured to receive audio from an audio source (e.g., the localaudio source 105) via the input/output 111, one or more of the computingdevices 106 a-c via the network 104 (FIG. 1B)), amplify the receivedaudio, and output the amplified audio for playback via one or more ofthe transducers 114. In some embodiments, the playback device 110 aoptionally includes one or more microphones 115 (e.g., a singlemicrophone, a plurality of microphones, a microphone array) (hereinafterreferred to as “the microphones 115”). In certain embodiments, forexample, the playback device 110 a having one or more of the optionalmicrophones 115 can operate as an NMD configured to receive voice inputfrom a user and correspondingly perform one or more operations based onthe received voice input.

In the illustrated embodiment of FIG. 1C, the electronics 112 compriseone or more processors 112 a (referred to hereinafter as “the processors112 a”), memory 112 b, software components 112 c, a network interface112 d, one or more audio processing components 112 g (referred tohereinafter as “the audio components 112 g”), one or more audioamplifiers 112 h (referred to hereinafter as “the amplifiers 112 h”),and power 112 i (e.g., one or more power supplies, power cables, powerreceptacles, batteries, induction coils, Power-over Ethernet (POE)interfaces, and/or other suitable sources of electric power). In someembodiments, the electronics 112 optionally include one or more othercomponents 112 j (e.g., one or more sensors, video displays,touchscreens, battery charging bases).

The processors 112 a can comprise clock-driven computing component(s)configured to process data, and the memory 112 b can comprise acomputer-readable medium (e.g., a tangible, non-transitorycomputer-readable medium, data storage loaded with one or more of thesoftware components 112 c) configured to store instructions forperforming various operations and/or functions. The processors 112 a areconfigured to execute the instructions stored on the memory 112 b toperform one or more of the operations. The operations can include, forexample, causing the playback device 110 a to retrieve audio data froman audio source (e.g., one or more of the computing devices 106 a-c(FIG. 1B)), and/or another one of the playback devices 110. In someembodiments, the operations further include causing the playback device110 a to send audio data to another one of the playback devices 110 aand/or another device (e.g., one of the NMDs 120). Certain embodimentsinclude operations causing the playback device 110 a to pair withanother of the one or more playback devices 110 to enable amulti-channel audio environment (e.g., a stereo pair, a bonded zone).

The processors 112 a can be further configured to perform operationscausing the playback device 110 a to synchronize playback of audiocontent with another of the one or more playback devices 110. As thoseof ordinary skill in the art will appreciate, during synchronousplayback of audio content on a plurality of playback devices, a listenerwill preferably be unable to perceive time-delay differences betweenplayback of the audio content by the playback device 110 a and the otherone or more other playback devices 110. Additional details regardingaudio playback synchronization among playback devices can be found, forexample, in U.S. Pat. No. 8,234,395, which was incorporated by referenceabove.

In some embodiments, the memory 112 b is further configured to storedata associated with the playback device 110 a, such as one or morezones and/or zone groups of which the playback device 110 a is a member,audio sources accessible to the playback device 110 a, and/or a playbackqueue that the playback device 110 a (and/or another of the one or moreplayback devices) can be associated with. The stored data can compriseone or more state variables that are periodically updated and used todescribe a state of the playback device 110 a. The memory 112 b can alsoinclude data associated with a state of one or more of the other devices(e.g., the playback devices 110, NMDs 120, control devices 130) of themedia playback system 100. In some aspects, for example, the state datais shared during predetermined intervals of time (e.g., every 5 seconds,every 10 seconds, every 60 seconds) among at least a portion of thedevices of the media playback system 100, so that one or more of thedevices have the most recent data associated with the media playbacksystem 100.

The network interface 112 d is configured to facilitate a transmissionof data between the playback device 110 a and one or more other deviceson a data network such as, for example, the links 103 and/or the network104 (FIG. 1B). The network interface 112 d is configured to transmit andreceive data corresponding to media content (e.g., audio content, videocontent, text, photographs) and other signals (e.g., non-transitorysignals) comprising digital packet data including an Internet Protocol(IP)-based source address and/or an IP-based destination address. Thenetwork interface 112 d can parse the digital packet data such that theelectronics 112 properly receives and processes the data destined forthe playback device 110 a.

In the illustrated embodiment of FIG. 1C, the network interface 112 dcomprises one or more wireless interfaces 112 e (referred to hereinafteras “the wireless interface 112 e”). The wireless interface 112 e (e.g.,a suitable interface comprising one or more antennae) can be configuredto wirelessly communicate with one or more other devices (e.g., one ormore of the other playback devices 110, NMDs 120, and/or control devices130) that are communicatively coupled to the network 104 (FIG. 1B) inaccordance with a suitable wireless communication protocol (e.g., WiFi,Bluetooth, LTE). In some embodiments, the network interface 112 doptionally includes a wired interface 112 f (e.g., an interface orreceptacle configured to receive a network cable such as an Ethernet, aUSB-A, USB-C, and/or Thunderbolt cable) configured to communicate over awired connection with other devices in accordance with a suitable wiredcommunication protocol. In certain embodiments, the network interface112 d includes the wired interface 112 f and excludes the wirelessinterface 112 e. In some embodiments, the electronics 112 excludes thenetwork interface 112 d altogether and transmits and receives mediacontent and/or other data via another communication path (e.g., theinput/output 111).

The audio components 112 g are configured to process and/or filter datacomprising media content received by the electronics 112 (e.g., via theinput/output 111 and/or the network interface 112 d) to produce outputaudio signals. In some embodiments, the audio processing components 112g comprise, for example, one or more digital-to-analog converters (DAC),audio preprocessing components, audio enhancement components, a digitalsignal processors (DSPs), and/or other suitable audio processingcomponents, modules, circuits, etc. In certain embodiments, one or moreof the audio processing components 112 g can comprise one or moresubcomponents of the processors 112 a. In some embodiments, theelectronics 112 omits the audio processing components 112 g. In someaspects, for example, the processors 112 a execute instructions storedon the memory 112 b to perform audio processing operations to producethe output audio signals.

The amplifiers 112 h are configured to receive and amplify the audiooutput signals produced by the audio processing components 112 g and/orthe processors 112 a. The amplifiers 112 h can comprise electronicdevices and/or components configured to amplify audio signals to levelssufficient for driving one or more of the transducers 114. In someembodiments, for example, the amplifiers 112 h include one or moreswitching or class-D power amplifiers. In other embodiments, however,the amplifiers include one or more other types of power amplifiers(e.g., linear gain power amplifiers, class-A amplifiers, class-Bamplifiers, class-AB amplifiers, class-C amplifiers, class-D amplifiers,class-E amplifiers, class-F amplifiers, class-G and/or class Hamplifiers, and/or another suitable type of power amplifier). In certainembodiments, the amplifiers 112 h comprise a suitable combination of twoor more of the foregoing types of power amplifiers. Moreover, in someembodiments, individual ones of the amplifiers 112 h correspond toindividual ones of the transducers 114. In other embodiments, however,the electronics 112 includes a single one of the amplifiers 112 hconfigured to output amplified audio signals to a plurality of thetransducers 114. In some other embodiments, the electronics 112 omitsthe amplifiers 112 h.

The transducers 114 (e.g., one or more speakers and/or speaker drivers)receive the amplified audio signals from the amplifier 112 h and renderor output the amplified audio signals as sound (e.g., audible soundwaves having a frequency between about 20 Hertz (Hz) and 20 kilohertz(kHz)). In some embodiments, the transducers 114 can comprise a singletransducer. In other embodiments, however, the transducers 114 comprisea plurality of audio transducers. In some embodiments, the transducers114 comprise more than one type of transducer. For example, thetransducers 114 can include one or more low frequency transducers (e.g.,subwoofers, woofers), mid-range frequency transducers (e.g., mid-rangetransducers, mid-woofers), and one or more high frequency transducers(e.g., one or more tweeters). As used herein, “low frequency” cangenerally refer to audible frequencies below about 500 Hz, “mid-rangefrequency” can generally refer to audible frequencies between about 500Hz and about 2 kHz, and “high frequency” can generally refer to audiblefrequencies above 2 kHz. In certain embodiments, however, one or more ofthe transducers 114 comprise transducers that do not adhere to theforegoing frequency ranges. For example, one of the transducers 114 maycomprise a mid-woofer transducer configured to output sound atfrequencies between about 200 Hz and about 5 kHz.

By way of illustration, SONOS, Inc. presently offers (or has offered)for sale certain playback devices including, for example, a “SONOS ONE,”“PLAY:1,” “PLAY:3,” “PLAY:5,” “PLAYBAR,” “PLAYBASE,” “CONNECT:AMP,”“CONNECT,” and “SUB.” Other suitable playback devices may additionallyor alternatively be used to implement the playback devices of exampleembodiments disclosed herein. Additionally, one of ordinary skilled inthe art will appreciate that a playback device is not limited to theexamples described herein or to SONOS product offerings. In someembodiments, for example, one or more playback devices 110 compriseswired or wireless headphones (e.g., over-the-ear headphones, on-earheadphones, in-ear earphones). In other embodiments, one or more of theplayback devices 110 comprise a docking station and/or an interfaceconfigured to interact with a docking station for personal mobile mediaplayback devices. In certain embodiments, a playback device may beintegral to another device or component such as a television, a lightingfixture, or some other device for indoor or outdoor use. In someembodiments, a playback device omits a user interface and/or one or moretransducers. For example, FIG. 1D is a block diagram of a playbackdevice 110 p comprising the input/output 111 and electronics 112 withoutthe user interface 113 or transducers 114.

FIG. 1E is a block diagram of a bonded playback device 110 q comprisingthe playback device 110 a (FIG. 1C) sonically bonded with the playbackdevice 110 i (e.g., a subwoofer) (FIG. 1A). In the illustratedembodiment, the playback devices 110 a and 110 i are separate ones ofthe playback devices 110 housed in separate enclosures. In someembodiments, however, the bonded playback device 110 q comprises asingle enclosure housing both the playback devices 110 a and 110 i. Thebonded playback device 110 q can be configured to process and reproducesound differently than an unbonded playback device (e.g., the playbackdevice 110 a of FIG. 1C) and/or paired or bonded playback devices (e.g.,the playback devices 110 l and 110 m of FIG. 1B). In some embodiments,for example, the playback device 110 a is full-range playback deviceconfigured to render low frequency, mid-range frequency, and highfrequency audio content, and the playback device 110 i is a subwooferconfigured to render low frequency audio content. In some aspects, theplayback device 110 a, when bonded with the first playback device, isconfigured to render only the mid-range and high frequency components ofa particular audio content, while the playback device 110 i renders thelow frequency component of the particular audio content. In someembodiments, the bonded playback device 110 q includes additionalplayback devices and/or another bonded playback device.

c. Suitable Network Microphone Devices (NMDs)

FIG. 1F is a block diagram of the NMD 120 a (FIGS. 1A and 1B). The NMD120 a includes one or more voice processing components 124 (hereinafter“the voice components 124”) and several components described withrespect to the playback device 110 a (FIG. 1C) including the processors112 a, the memory 112 b, and the microphones 115. The NMD 120 aoptionally comprises other components also included in the playbackdevice 110 a (FIG. 1C), such as the user interface 113 and/or thetransducers 114. In some embodiments, the NMD 120 a is configured as amedia playback device (e.g., one or more of the playback devices 110),and further includes, for example, one or more of the audio components112 g (FIG. 1C), the amplifiers 114, and/or other playback devicecomponents. In certain embodiments, the NMD 120 a comprises an Internetof Things (IoT) device such as, for example, a thermostat, alarm panel,fire and/or smoke detector, etc. In some embodiments, the NMD 120 acomprises the microphones 115, the voice processing 124, and only aportion of the components of the electronics 112 described above withrespect to FIG. 1B. In some aspects, for example, the NMD 120 a includesthe processor 112 a and the memory 112 b (FIG. 1B), while omitting oneor more other components of the electronics 112. In some embodiments,the NMD 120 a includes additional components (e.g., one or more sensors,cameras, thermometers, barometers, hygrometers).

In some embodiments, an NMD can be integrated into a playback device.FIG. 1G is a block diagram of a playback device 110 r comprising an NMD120 d. The playback device 110 r can comprise many or all of thecomponents of the playback device 110 a and further include themicrophones 115 and voice processing 124 (FIG. 1F). The playback device110 r optionally includes an integrated control device 130 c. Thecontrol device 130 c can comprise, for example, a user interface (e.g.,the user interface 113 of FIG. 1B) configured to receive user input(e.g., touch input, voice input) without a separate control device. Inother embodiments, however, the playback device 110 r receives commandsfrom another control device (e.g., the control device 130 a of FIG. 1B).

Referring again to FIG. 1F, the microphones 115 are configured toacquire, capture, and/or receive sound from an environment (e.g., theenvironment 101 of FIG. 1A) and/or a room in which the NMD 120 a ispositioned. The received sound can include, for example, vocalutterances, audio played back by the NMD 120 a and/or another playbackdevice, background voices, ambient sounds, etc. The microphones 115convert the received sound into electrical signals to produce microphonedata. The voice processing 124 receives and analyzes the microphone datato determine whether a voice input is present in the microphone data.The voice input can comprise, for example, an activation word followedby an utterance including a user request. As those of ordinary skill inthe art will appreciate, an activation word is a word or other audio cuethat signifying a user voice input. For instance, in querying theAMAZON® VAS, a user might speak the activation word “Alexa.” Otherexamples include “Ok, Google” for invoking the GOOGLE® VAS and “Hey,Siri” for invoking the APPLE® VAS.

After detecting the activation word, voice processing 124 monitors themicrophone data for an accompanying user request in the voice input. Theuser request may include, for example, a command to control athird-party device, such as a thermostat (e.g., NEST® thermostat), anillumination device (e.g., a PHILIPS HUE® lighting device), or a mediaplayback device (e.g., a Sonos® playback device). For example, a usermight speak the activation word “Alexa” followed by the utterance “setthe thermostat to 68 degrees” to set a temperature in a home (e.g., theenvironment 101 of FIG. 1A). The user might speak the same activationword followed by the utterance “turn on the living room” to turn onillumination devices in a living room area of the home. The user maysimilarly speak an activation word followed by a request to play aparticular song, an album, or a playlist of music on a playback devicein the home.

d. Suitable Control Devices

FIG. 1H is a partially schematic diagram of the control device 130 a(FIGS. 1A and 1B). As used herein, the term “control device” can be usedinterchangeably with “controller” or “control system.” Among otherfeatures, the control device 130 a is configured to receive user inputrelated to the media playback system 100 and, in response, cause one ormore devices in the media playback system 100 to perform an action(s) oroperation(s) corresponding to the user input. In the illustratedembodiment, the control device 130 a comprises a smartphone (e.g., aniPhone™, an Android phone) on which media playback system controllerapplication software is installed. In some embodiments, the controldevice 130 a comprises, for example, a tablet (e.g., an iPad™), acomputer (e.g., a laptop computer, a desktop computer), and/or anothersuitable device (e.g., a television, an automobile audio head unit, anIoT device). In certain embodiments, the control device 130 a comprisesa dedicated controller for the media playback system 100. In otherembodiments, as described above with respect to FIG. 1G, the controldevice 130 a is integrated into another device in the media playbacksystem 100 (e.g., one more of the playback devices 110, NMDs 120, and/orother suitable devices configured to communicate over a network).

The control device 130 a includes electronics 132, a user interface 133,one or more speakers 134, and one or more microphones 135. Theelectronics 132 comprise one or more processors 132 a (referred tohereinafter as “the processors 132 a”), a memory 132 b, softwarecomponents 132 c, and a network interface 132 d. The processor 132 a canbe configured to perform functions relevant to facilitating user access,control, and configuration of the media playback system 100. The memory132 b can comprise data storage that can be loaded with one or more ofthe software components executable by the processor 112 a to performthose functions. The software components 132 c can comprise applicationsand/or other executable software configured to facilitate control of themedia playback system 100. The memory 112 b can be configured to store,for example, the software components 132 c, media playback systemcontroller application software, and/or other data associated with themedia playback system 100 and the user.

The network interface 132 d is configured to facilitate networkcommunications between the control device 130 a and one or more otherdevices in the media playback system 100, and/or one or more remotedevices. In some embodiments, the network interface 132 d is configuredto operate according to one or more suitable communication industrystandards (e.g., infrared, radio, wired standards including IEEE 802.3,wireless standards including IEEE 802.11a, 802.11b, 802.11g, 802.11n,802.11ac, 802.15, 4G, LTE). The network interface 132 d can beconfigured, for example, to transmit data to and/or receive data fromthe playback devices 110, the NMDs 120, other ones of the controldevices 130, one of the computing devices 106 of FIG. 1B, devicescomprising one or more other media playback systems, etc. Thetransmitted and/or received data can include, for example, playbackdevice control commands, state variables, playback zone and/or zonegroup configurations. For instance, based on user input received at theuser interface 133, the network interface 132 d can transmit a playbackdevice control command (e.g., volume control, audio playback control,audio content selection) from the control device 130 to one or more ofthe playback devices 110. The network interface 132 d can also transmitand/or receive configuration changes such as, for example,adding/removing one or more playback devices 110 to/from a zone,adding/removing one or more zones to/from a zone group, forming a bondedor consolidated player, separating one or more playback devices from abonded or consolidated player, among others.

The user interface 133 is configured to receive user input and canfacilitate ‘control of the media playback system 100. The user interface133 includes media content art 133 a (e.g., album art, lyrics, videos),a playback status indicator 133 b (e.g., an elapsed and/or remainingtime indicator), media content information region 133 c, a playbackcontrol region 133 d, and a zone indicator 133 e. The media contentinformation region 133 c can include a display of relevant information(e.g., title, artist, album, genre, release year) about media contentcurrently playing and/or media content in a queue or playlist. Theplayback control region 133 d can include selectable (e.g., via touchinput and/or via a cursor or another suitable selector) icons to causeone or more playback devices in a selected playback zone or zone groupto perform playback actions such as, for example, play or pause, fastforward, rewind, skip to next, skip to previous, enter/exit shufflemode, enter/exit repeat mode, enter/exit cross fade mode, etc. Theplayback control region 133 d may also include selectable icons tomodify equalization settings, playback volume, and/or other suitableplayback actions. In the illustrated embodiment, the user interface 133comprises a display presented on a touch screen interface of asmartphone (e.g., an iPhone™, an Android phone). In some embodiments,however, user interfaces of varying formats, styles, and interactivesequences may alternatively be implemented on one or more networkdevices to provide comparable control access to a media playback system.

The one or more speakers 134 (e.g., one or more transducers) can beconfigured to output sound to the user of the control device 130 a. Insome embodiments, the one or more speakers comprise individualtransducers configured to correspondingly output low frequencies,mid-range frequencies, and/or high frequencies. In some aspects, forexample, the control device 130 a is configured as a playback device(e.g., one of the playback devices 110). Similarly, in some embodimentsthe control device 130 a is configured as an NMD (e.g., one of the NMDs120), receiving voice commands and other sounds via the one or moremicrophones 135.

The one or more microphones 135 can comprise, for example, one or morecondenser microphones, electret condenser microphones, dynamicmicrophones, and/or other suitable types of microphones or transducers.In some embodiments, two or more of the microphones 135 are arranged tocapture location information of an audio source (e.g., voice, audiblesound) and/or configured to facilitate filtering of background noise.Moreover, in certain embodiments, the control device 130 a is configuredto operate as playback device and an NMD. In other embodiments, however,the control device 130 a omits the one or more speakers 134 and/or theone or more microphones 135. For instance, the control device 130 a maycomprise a device (e.g., a thermostat, an IoT device, a network device)comprising a portion of the electronics 132 and the user interface 133(e.g., a touch screen) without any speakers or microphones.

III. Example Systems and Methods for Detecting and/or Influencing Moodvia a Playback Device

A playback device can be configured to generate a playlist of mediacontent based at least in part on (i) a received first signal indicativeof a user's current emotional state and (ii) a received second signalindicative of a user's desired emotional state. The generated playlistcan be played back via a playback device, as previously described, toinfluence the user's emotional state from the current emotional statetoward and/or to the desired emotional state. As explained in detailelsewhere herein, the user's emotional state can be constantly orperiodically monitored and considered by the system as media content isplayed for the user. In doing so, the system can determine whether theplaylist is having an intended effect on the user and/or whether theplaylist needs to be updated. Although several embodiments of thepresent technology relate to methods for generating such a playlist viaa playback device, in some embodiments a control device (e.g., thecontrol device 130; FIG. 1B), a remote computing device (e.g., theremote computing device 106; FIG. 1B), or any other components of amedia playback system can generate such a playlist. Additionally, insome embodiments the generated playlist may be played back via theplayback device that generated the playlist or via any other playbackdevice(s).

FIG. 2 is a schematic block diagram of a system 200 for receiving sensordata 203 from a sensor 202, in accordance with embodiments of thedisclosed technology. In some embodiments, the system 200 can form apart of the electronics 112 of the playback device 110 a, as previouslydescribed with reference to FIG. 1C. As shown in FIG. 2, the sensor data203 is produced via the sensor 202 is received by one or more processingcomponents 204 of the system 200. The sensor data 203 can be wirelesslyprovided to the processing components 204 via any of the wirelessnetworks previously described (e.g., WiFi, Bluetooth, Z-Wave, ZigBee,and/or other suitable wireless communication protocol networks).Processed data from the processing components 204 can then be providedto audio transducers 206 of the playback device 110 a, e.g., for audioplayback. For example, as explained in more detail elsewhere herein, theprocessing components 204 can generate a playlist of media content basedat least in part on the sensor data 203, and the generated playlist canbe provided to the audio transducers 206 for audio playback.

The sensor 202 is configured to generate information generallycorresponding to a user's mood or emotional state. FIG. 3 is a partiallyschematic illustration of a wearable brain sensing headband 302, whichis one of many examples of the sensor 202 described with reference toFIG. 2. As shown in FIG. 3, the headband 302 (e.g., anelectroencephalography (EEG) headband) includes sensors 310 a-d, each ofwhich are configured to receive data from the user that corresponds tothe sensor data 203 referred to in FIG. 2. Although four sensors areillustrated in FIG. 3, some embodiments may include fewer (e.g., one,two or three) or more (e.g., five, six, seven) sensors. In someembodiments, the headband 302 can correspond to any of the Muse™headbands (InteraXon; Toronto, Canada). As shown in FIG. 3, the sensors310 a-d can be positioned at varying locations around an inner surfaceof the headband 302, e.g., to correspond to different brain anatomy(e.g., the frontal, parietal, temporal, and sphenoid bones) of the user.As such. each of the sensors 310 a-d can receive different data from theuser. Each of the sensors 310 a-d can correspond to individual channelsthat can be streamed from the headband 302 to the system 200 (FIG. 2).Alternatively, individual sensors 310 a-d can be combined with otherindividual sensors 310 a-d to form one or more channels. For example,sensors 310 a, 310 b can be combined to form a first channel (e.g., a“left channel”) and sensors 310 c, 310 d can be combined to form asecond channel (e.g., a “right channel”). In such embodiments, thesensor data 203 can include data from one or more distinct channels.

Referring back to FIG. 2, the processing components 204 receive andprocess the sensor data 203 such that one or more parameters (referredto herein as a “parameter”) is produced from the sensor data 203. Asdescribed in more detail elsewhere herein, the system can use theparameter to determine an emotional state of the user. In someembodiments, processing the sensor data 203 can include performing fastFourier transform (FFT) operations on at least a portion of the sensordata 203 (e.g., on each channel stream of the sensor data 203), e.g., tocalculate a power density of individual signals or an aggregate signalof the sensor data 203. Additionally or alternatively, processing thesensor data 203 can include splitting the calculated power density intomultiple frequency bands. For example, in some embodiments the powerdensity associated with the sensor data 203 may be split into fivefrequency bands including: (i) a gamma band corresponding to 32-100hertz (Hz) signals, (ii) a beta band corresponding to 13-32 Hz signals,(iii) an alpha band corresponding to 8-13 Hz signals, (iv) a delta bandcorresponding to 4-8 Hz signals, and (v) a theta band corresponding toless than 4 Hz signals. In some embodiments, the system can thendetermine the relative power of each frequency band and/or the relativepower of individual bands between different channels. As explainedelsewhere herein, the system may then use data associated with therelative power to determine an emotional state of the user.

FIG. 4 is an illustration of an emotion classification plane 400, inaccordance with embodiments of the present technology. As shown in FIG.4, the plane 400 can generally correspond to a Valence-Arousal (VA)plane, with the horizontal axis 401 a corresponding to negative andpositive values for valence, and the vertical axis 401 b correspondingto the high and low values for arousal. The plane 400 includes multiplesections 402 a-l each corresponding to a distinct emotion. That is,section 402 a corresponds to “excited,” section 402 b corresponds to“happy,” section 402 c corresponds to “pleased,” section 402 dcorresponds to “relaxed,” section 402 e corresponds to “peaceful,”section 402 f corresponds to “calm,” section 402 g corresponds to“sleepy,” section 402 h corresponds to “bored,” section 402 icorresponds to “sad,” section 402 j corresponds to “nervous,” section402 k corresponds to “angry,” and section 402 l corresponds to“annoyed.” While the plane 400 includes 12 sections, in some embodimentsthe plane 400 can include fewer (e.g., four, five, etc.) or more (e.g.,fifteen, twenty, etc.) sections. Additionally or alternatively, in otherembodiments the plane 400 can correspond to an emotion classificationplane different than the VA plane.

As described elsewhere herein, embodiments of the present technology areconfigured to process sensor data 203 (FIG. 2) received from a user andproduce a parameter therefrom. In some embodiments, the producedparameter can correspond to a brain wave power density or othercalculated value based at least in part on the sensor data 203.Additionally or alternatively, the produced parameter can correspond toa point or coordinate on the plane 400 such that the parameter isassociated with one of the sections 402 a-l and the associated emotion.As such, the plane 400, or more particularly the horizontal and verticalaxes 401 a, 401 b of the plane 400, can correspond to processed data(e.g., relative power of frequency bands, relative power of individualbands of channels, etc.) determined by the system 200 (e.g., by theprocessing components 204), as described with reference to FIG. 2. Insome embodiments, the horizontal and/or vertical axes 401 a, 401 b ofthe plane correspond to a range of values associated with ratios of datacorresponding to individual channels, frequency bands, and/or relativepowers.

For example, in some embodiments the horizontal axis 401 a of the plane400 corresponds to a range of values associated with a ratio of the“left channel” signals and “right channel” signals, with a higher ratiocorresponding to a more positive value on the horizontal axis 401 a anda low ratio corresponding to a more negative value on the horizontalaxis 401 a. The left channel can be indicative of brain activity levelsin the user's left hemisphere or a portion thereof, and the rightchannel can be indicative of brain activity levels in the use's righthemisphere or a portion thereof. Because positive emotional states areassociated with relatively higher activity levels in the righthemisphere (and conversely negative emotional states are associated withrelatively higher activity levels in the left hemisphere), the ratio ofthese channels can be used to calculate an associated valence valuealong the horizontal axis 401 a of the plane 400. Although theillustrated example utilizes left and right channels to calculate avalence score, in other embodiments different techniques can be used toassign values indicative of the valence of a user's emotional state. Forexample, the valence can be calculated by comparing certain frequencybands, by evaluating brain activity in different anatomical regionsbeyond left and right hemisphere, or any other suitable technique.

Additionally or alternatively, in some embodiments the vertical axis 401b of the plane 400 corresponds to a range of values associated with aratio of (i) the relative power of the beta band signals, (ii) therelative power of the theta band signals, and (iii) the relative powerof the alpha band signals. A higher ratio of these signals maycorrespond to a higher value on the vertical axis 401 b. Because highlevels of theta and alpha band signals are associated with low-arousalstates (e.g. deep relaxation or sleepiness) and high levels of beta bandsignals are associated with high-arousal states (e.g., focused andalert), the ratio of these signals can be used to calculate anassociated arousal value along the vertical axis 401 b of the plane 400.Although the illustrated example utilizes beta, theta, and/or alphasignals to calculate an arousal score, in other embodiments differenttechniques can be used to assign values indicative of the arousal of auser's emotional state. For example, the arousal can be calculated byevaluating brain activity in one or more anatomical regions, bycomparing certain frequency bands other than beta, theta, or alpha, orby using any other suitable technique.

In some embodiments, the plane 400 is tailored to correspond to aparticular user. Because the sensor data associated with a givenemotional state may be slightly different for each user, adjusting theplane 400 (e.g., the origin of the plane 400) for each user canbeneficially improve the accuracy of determining a user's currentemotional state and/or the pathway needed to obtain a desired emotionalstate. Stated differently, a state of calm for a first user maycorrespond to a first parameter value, whereas a state of calm for asecond user may correspond to a second parameter value different thanthe first parameter value. FIG. 5 is a schematic block diagram forgenerating a user-specific emotion classification plane 500. As shown inFIG. 5, the plane 400 is adjusted to form the user-specific plane 500based on the sensor data 203 previously described (e.g., with referenceto FIG. 2). In some embodiments, the sensor data 203 used to generatethe user-specific plane 500 can correspond to calibration data obtainedfrom the user, e.g., by exposing the user to a calibration test orparticular set of conditions. For example, predetermined media contentitems (e.g., audio content, songs, podcasts, generative music, videosounds, videos, etc.) considered to be “neutral” input or that expectedto place the user in a “neutral state” can be played back to the user,and sensor data 203 can be obtained therefrom. The “neutral state” forthat particular user can be determined based on the obtained sensor data203, and the user-specific plane 500 can be generated therefrom. In someembodiments, the sensor data 203 corresponding to the user's “neutralstate” is only obtained once, e.g., during an initial use, and is savedand applied automatically for future uses.

FIGS. 6-8 illustrate various methods for generating playlists of mediacontent. In some embodiments, the processes described below include oneor more instructions stored in memory (e.g., the memory 112 b; FIG. 1)and executed by one or more processors (e.g., the process 112 a; FIG. 1)of a playback device (e.g., the playback device 110; FIG. 1).Additionally or alternatively, the instructions may be executed by oneor more processors associated with other devices (e.g., remote computingdevices 106, a network microphone device 120, a control device 130,etc.; FIG. 1).

FIG. 6 is a flow diagram of a method 600 for generating a playlist ofmedia content based at least in part on an emotional state of a user, inaccordance with embodiments of the present technology. The method 600includes receiving a first signal indicative of a current emotionalstate of a user (process portion 602). The first signal can includesensor data (e.g., the sensor data 203; FIG. 2) received from a wearablesensor (e.g., the sensor 202; FIG. 2) or a non-wearable sensor and cancorrespond to brainwave data of the user. The first signal can bereceived by a playback device (e.g., the playback device 110 a; FIG. 1C)and processed by the playback device's processing components (e.g., theprocessing components 204; FIG. 2) to produce a parameter, as describedelsewhere herein (e.g., with reference to FIG. 2). In some embodiments,the parameter can correspond to a measurement or calculated valueassociated with the corresponding signal received from the user. In someembodiments, the parameter can correspond to a coordinate (i.e., a firstcoordinate) on a plane (e.g., the plane 400 or 500; FIGS. 4 and 5) thatlinks the parameter to a particular emotion or emotional state. In suchembodiments, the coordinate can include a valence value and an arousalvalue.

The method 600 further includes receiving a second signal indicative ofa desired emotional state of the user (process portion 604). In someembodiments, the second signal is received from a control device (e.g.,the control device 130; FIG. 1F) and corresponds to a user input. Forexample, a user may input or select from a list his or her desiredemotional state (e.g., happy, pleased, relaxed, peaceful, calm, etc.).In some embodiments, the desired emotional state can be automaticallydetermined by the system, for example, based on the current emotionalstate of the user and/or a history of use associated with the user. Thesecond signal indicative of the desired emotional state can correspondto a parameter similar to that previously described. For example, theparameter corresponding to the desired emotional state can have aparticular coordinate (i.e., a second coordinate) that is different thanthe first coordinate associated with the first signal.

The method 600 further includes, based at least in part on the first andsecond signals, generating a playlist of media content (process portion606). The playlist can include items (e.g., audio content, songs,podcasts, video sounds, videos, etc.) that, when played back to theuser, are configured to influence the user's emotional state andgradually transition the user from the current emotional state towardand/or to the desired emotional state. Stated differently, the items ofthe playlist are configured to transition the user from the currentemotional state, to one or more intermediate emotional states, and thento the desired emotional state.

As explained in detail elsewhere herein (e.g., with reference to FIGS.9A-9C), generating the playlist can include selecting the items of theplaylist. The items can include a first item having a first parameter,e.g., corresponding to the current emotional state of the user, and annth item having an nth parameter, e.g., corresponding to the desiredemotional state of the user. As used herein, a parameter can beconsidered to correspond to an emotional state (e.g., a currentemotional state or desired emotional state) of the user when the item ofmedia content has a value that links the item to a particular emotion.Additionally or alternatively, a parameter can be considered tocorrespond to an emotional state when the item tends to (e.g., based onhistorical data) produce an emotional state in a user that can be mappedto or near that point on an emotion characterization plane (e.g., theplanes 400, 500; FIGS. 4 and 5). In some embodiments the first and nthparameters may correspond to respective first and nth coordinates on aplane (e.g., the planes 400 or 500; FIGS. 4 and 5), which can define apathway therebetween. In addition to the first and nth items, thegenerated playlist can include one or more intermediate items (e.g., asecond item, third item, etc.) each having respective parameters and/orcoordinates positioned on the pathway between the first and nthcoordinates. Generating the playlist can further include arranging theitems of the media content in a sequential order such that the playlisttransitions from the first item, to the intermediate items, and then tothe nth item. Because the playlists' items can each include a parameter(e.g., a coordinate or position on the emotion characterization plane400 or 500) corresponding to an emotion, playing back the generatedplaylist in the arranged order can at least partially influence theuser's emotional state to transition from the current emotional statetoward or eventually to the desired emotional state.

Each of the playlist's items can be selected to be part of the playlistbased on an association with a particular emotion or set of emotions.For example, the items may be selected from a database of media contentitems, and may include metadata linking a particular item to aparticular emotion. Additionally or alternatively, each of theplaylist's items can be selected based on factors associated with theuser, such as the user's musical interest and/or demographic (e.g., age,gender, personality type, nationality, etc.). In some embodiments, theuser's musical interest can be determined based on the user's profile ona media content mobile application (e.g., Spotify®, YouTube®, YouTubeMusic®, Apple Music®, Amazon Music®, etc.). Additionally oralternatively to the above-mentioned factors, the playlist's items maybe based at least in part on a temporary or permanent condition (e.g., amedical condition) of the user. For example, if the user experiencesdepression, sleep deprivation, hyperactivity, attention-deficit, and/orother symptoms, the playlist may consider the condition, e.g., byselecting items known or expected to at least partially mitigate theassociated symptoms.

The method 600 can further include playing back, via a playback device(e.g., the playback device 110 c; FIG. 1C), the items of the mediacontent (process portion 608). For example, the generated playlist isplayed back via the playback device in the arranged order such that thefirst item is played first, followed by the intermediate items, andfinally the nth item. As explained in additional detail elsewhereherein, the user's emotional state can be continuously monitored whilethe items are being played back via the playback device. In doing so,the playlist can be updated, e.g., to ensure the user's emotional stateis transitioning toward the desired emotional state. For example, if theuser's emotional state sways off the pathway between the first and nthitems, the playlist can be updated, e.g., to include new items notincluded on the previous playlist and transition the user's emotionalstate toward the desired emotional state.

FIG. 7 is a flow diagram of a method 700 for generating a playlist ofmedia content based at least in part on an emotional state of a user.The method 700 is similar to the method 600 (FIG. 6) and includespreviously described process portions 602, 604, 606, 608. The method 700further includes receiving a third signal indicative of an updatedemotional state of the user (process portion 710), and based on thethird signal, playing back the second item of the playlist. Stateddifferently, after receiving the updated emotional state via the thirdsignal, the pathway and arranged order of the playlist are maintainedsuch that the second item of the playlist is played back for the user(e.g., after the first item is played back). In such embodiments, theupdated emotional state received via the third signal corresponds to aparameter that is less than a predetermined threshold. As previouslydescribed with reference to FIG. 2, the parameter can correspond to adetermined value, e.g., associated with the brainwave band powerdensities. For example, in such embodiments the parameter can correspondto a gradient change in the brainwave band power densities relative to aprevious signal received from the user. In some embodiments, theparameter can correspond to a difference between an expected emotionalstate of the user at that time during playback and the updated emotionalstate of the user as determined using sensor data. The predeterminedthreshold can correspond to a maximum acceptable value below which thepathway and arranged order of the playlist remain unchanged. Stateddifferently, the predetermined threshold is a benchmark to determinewhether the user's emotional state is transitioning as expected towardthe desired emotional state, or alternatively is transitioning in adifferent direction (e.g., away from the desired emotional state). Insome embodiments, if the user's emotional state is transitioning asexpected and the parameter associated with the user's emotional state isbelow the predetermined threshold, the playlist and arranged order canbe maintained. However, if the user's emotional state is transitioningin a different direction and the parameter associated with the user'semotional state is above the predetermined threshold, the playlistand/or the arranged order of the playlist may be adjusted. In suchembodiments, the predetermined threshold value can be a dynamic valuebased, e.g., on the user, pathway, current emotion experienced by theuser, etc. That is, the predetermined threshold value may not be asingle constant value, but rather can vary depending on the user,pathway, current emotion experienced by the user, etc.

FIG. 8 is a flow diagram of a method 800 for generating a playlist ofmedia content based at least in part on an emotional state of a user.The method 800 is similar to the method of method 600 (FIG. 6) andincludes previously described process portions 602, 604, 606, 608. Themethod 800 further includes receiving a third signal indicative of anupdated emotional state of the user (process portion 810), and based onthe third signal, updating the playlist of media content (processportion 812). Stated differently, after receiving the updated emotionalstate via the third signal, the pathway and the playlist are updated toinclude at least one or more different items than that of the originalplaylist. In such embodiments, the updated emotional state received viathe third signal corresponds to a parameter that is more than apredetermined threshold, indicating that the user's emotional state isnot transitioning toward the desired emotional state in the expectedmanner. In response to the received third signal and/or the parameterbeing above the predetermined threshold, the playlist is updated toinclude one or more items different than the items on the originalplaylist. The updated playlist and its order are configured to graduallytransition the emotional state of the user back toward the desiredemotional state.

FIGS. 9A-9C are representative illustrations for generating a playlistof media content based at least in part on an emotional state of a user,in accordance with embodiments of the present technology. As shown inFIG. 9A, an array 900 is overlaid onto the plane 500 previouslydescribed with reference to FIG. 5. In some embodiments, the array 900can be overlaid onto the plane 400, previously described with referenceto FIG. 4. As previously described and shown in FIG. 9A, the plane 500includes multiple sections 402 a-l each corresponding to a distinctemotion. The array 900 includes a plurality of nodes (N) eachcorresponding to an item of media content, as previously described(e.g., with reference to FIGS. 6-8). That is, N_(0,0) corresponds to afirst item, N_(1,0) corresponds to a second item different than thefirst item, and N_(0,1) corresponds to a third item different than thefirst and second items. In some embodiments, the first item, seconditem, third item, etc. may each be selected from a list or database ofmultiple items associated with and/or specific to the respective firstnode, second node, third node, etc. Selection of the item for theparticular node may be determined based on, e.g., a particular item'sprobability for affecting the user's emotional state (e.g., based ondata from that user or other users) and/or whether the particular itemhas been shown to affect the user's emotional state in a previousoccurrence. With each occurrence, the associated system for generatingthe playlist of the items can iteratively update the list or database ofmultiple items, e.g., based on the user's history or the history ofother users similar to that user. The array 900 is overlaid onto theplane 500 such that each node (N) falls within a particular section 402a-l and thus the emotion associated therewith. As shown in FIG. 9A, thearray 900 includes a 9×9 grid-like arrangement of nodes. However, inother embodiments, the array 900 can include more or less columns and/orrows (e.g., 5×5, 6×8, 10×10, 10×15, etc.), and/or have a differentarrangement (e.g., a circle-like arrangement).

As shown in FIG. 9A, a pathway 910 (e.g., a first pathway) extendsbetween (i) a first node 915 at N_(2,3) corresponding to the user'scurrent emotional state and (ii) an nth node 929 at N_(6,6)corresponding to the user's desired emotional state, as described withreference to FIGS. 6-8. The pathway 910 also includes a second node 917at N_(2,4) a third node 919 at N_(3,4) a fourth node 921 at N_(4,4) afifth node 923 at N_(5,4) a sixth node 925 at N_(5,5) and a seventh node927 at N_(5,6), each of which corresponds to intermediate nodes betweenthe first and nth nodes 915, 929. As described elsewhere herein, thepathway 910 corresponds to the playlist of media content, or moreparticularly the arranged order of the playlist, that is to be playedback to the user. That is, the pathway's transition from the first node915 to the second node 917 to the third node 919, etc., corresponds toplaying back, via a playback device, the first item associated with thefirst node 915, the second item associated with the second node 917, thethird item associated with the third node 919, etc. In doing so, thegenerated playlist is configured to transition the user's emotionalstate from the current emotional state toward and/or to the desiredemotional state. For example, in the embodiment illustrated in FIG. 9A,the user's emotional state may transition from “nervous” (i.e., theemotion associated with section 402 j which the first, second, and thirdnodes 915, 917, 919 are in), to neutral (i.e., the fourth node 921), to“pleased” (i.e., the emotion associated with section 402 c which thefifth node 923 is in), to “peaceful” (i.e., the emotion associated withsection 402 e which the sixth, seventh and nth nodes 925, 927, 929 arein). In some embodiments, extension of the pathway 910 in the horizontalor vertical direction between the first and nth nodes 915, 929 is basedon minimizing the greater difference in the horizontal or verticaldirection between the current node (i.e., the item currently beingplayed back via the playback device) and the nth node 929. For example,if the vertical distance between the current node and the nth node 929is 3 and the horizontal distance between the current node and the nthnode 929 is 2, then the pathway 910 may subsequently extend along thevertical axis for the next transition.

As described elsewhere herein, in some embodiments the user's currentemotional state is constantly and/or iteratively monitored or measured(e.g., at predetermined intervals) to ensure the user's currentemotional state is transitioning toward the desired emotional state orat least not in a direction opposite the desired emotional state. Insuch embodiments, as items of the playlist are played back via theplayback device to the user in the arranged order defined by thepathway, the user's current emotional state is measured simultaneously.As explained in detail elsewhere herein (e.g., with reference to FIG.9C), if the user's current emotional state transitions away from thedesired emotional state or in an unexpected manner (e.g., not accordingto pathway), the pathway 910 may in response be updated, thereby alsoupdating the items and/or arranged order of the playlist.Advantageously, this constant and/or iterative monitoring of the user'scurrent emotional state (e.g., in real time) enables embodiments of thepresent technology to ensure the user's emotional state is transitioningtoward the desired emotional state and, if not, make updates to thepathway 910 and corresponding playlist. That is, unlike conventionalmood influencing media streaming services which do not monitor theuser's current emotional state in real time, embodiments of the presenttechnology are able to track a user's emotional response to a generatedplaylist associated with the pathway and make real-time adjustments toensure the user's emotional state is transitioning toward the desiredemotional state.

Referring next to FIG. 9B, the playlist has transitioned along thepathway 910 to the third node 919. That is, the playback device hastransitioned along the pathway 910, playing back the first itemassociated with the first node 915 and the second item associated withthe second node 917. During such playback, the user's current emotionalstate is iteratively measured, e.g., to ensure the user's currentemotional state is not transitioning away from the desired emotionalstate or in an unexpected manner. As shown in FIG. 9B, the pathway 910remains unchanged, indicating that the user's current emotional statethus far is transitioning at least partially toward the desiredemotional state. Stated differently, since the pathway 910 remainsunchanged, a parameter associated with the user's current emotionalstate is below a predetermined threshold, as previously described withreference to FIGS. 6-8.

Referring next to FIG. 9C, the pathway 910 (FIGS. 9A and 9B) has beenupdated to an updated pathway 920. Unlike the pathway 910 that extendedto the nth node 929 via the fifth node 923 and section 402 ccorresponding to a “pleased” emotion, the updated pathway 920 nowextends to the nth node 929 via an eight node 931 and section 402 fcorresponding to a “calm” emotion. The eight node 931 is associated withan item of media content different than that of the fifth node 923. Assuch, the updated pathway 920 corresponds to an updated playlistdifferent than that of the original playlist associated with theoriginal pathway 910. The reason for updating the pathway may be based,e.g., on the user's current emotional state transitioning away from thedesired emotional state or in an unexpected manner. In such embodiments,the updated pathway 920 and associated playlist may be better suited toinfluence the user's current emotional state toward the desiredemotional state, e.g., by playing back items different from those on theoriginal pathway 910 and corresponding playlist.

IV. Conclusion

The above discussions relating to playback devices, controller devices,playback zone configurations, and media content sources provide onlysome examples of operating environments within which functions andmethods described below may be implemented. Other operating environmentsand configurations of media playback systems, playback devices, andnetwork devices not explicitly described herein may also be applicableand suitable for implementation of the functions and methods.

The description above discloses, among other things, various examplesystems, methods, apparatus, and articles of manufacture including,among other components, firmware and/or software executed on hardware.It is understood that such examples are merely illustrative and shouldnot be considered as limiting. For example, it is contemplated that anyor all of the firmware, hardware, and/or software aspects or componentscan be embodied exclusively in hardware, exclusively in software,exclusively in firmware, or in any combination of hardware, software,and/or firmware. Accordingly, the examples provided are not the onlyways) to implement such systems, methods, apparatus, and/or articles ofmanufacture.

Additionally, references herein to “embodiment” means that a particularfeature, structure, or characteristic described in connection with theembodiment can be included in at least one example embodiment of aninvention. The appearances of this phrase in various places in thespecification are not necessarily all referring to the same embodiment,nor are separate or alternative embodiments mutually exclusive of otherembodiments. As such, the embodiments described herein, explicitly andimplicitly understood by one skilled in the art, can be combined withother embodiments.

The specification is presented largely in terms of illustrativeenvironments, systems, procedures, steps, logic blocks, processing, andother symbolic representations that directly or indirectly resemble theoperations of data processing devices coupled to networks. These processdescriptions and representations are typically used by those skilled inthe art to most effectively convey the substance of their work to othersskilled in the art. Numerous specific details are set forth to provide athorough understanding of the present disclosure. However, it isunderstood to those skilled in the art that certain embodiments of thepresent technology can be practiced without certain, specific details.In other instances, well known methods, procedures, components, andcircuitry have not been described in detail to avoid unnecessarilyobscuring aspects of the embodiments. Accordingly, the scope of thepresent disclosure is defined by the appended claims rather than theforegoing description of embodiments.

When any of the appended claims are read to cover a purely softwareand/or firmware implementation, at least one of the elements in at leastone example is hereby expressly defined to include a tangible,non-transitory medium such as a memory, DVD, CD, Blu-ray, and so on,storing the software and/or firmware.

The present technology is illustrated, for example, according to variousaspects described below. Various examples of aspects of the presenttechnology are described as numbered examples (1, 2, 3, etc.) forconvenience. These are provided as examples and do not limit the presenttechnology. It is noted that any of the dependent examples may becombined in any combination, and placed into a respective independentexample. The other examples can be presented in a similar manner.

Example 1: A method of generating a playlist of media content,comprising: receiving a first signal indicative of a current emotionalstate of a user; receiving a second signal corresponding to a desiredemotional state of the user, the desired emotional state differing fromthe current emotional state; based on the first and second signals,generating a playlist of media content, wherein generating the playlistcomprises: selecting items of media content, including at least (i) afirst item of media content having a first parameter corresponding tothe current emotional state, (ii) a second item of media content havinga second parameter different than the first parameter, and (iii) an nthitem of media content having an nth parameter corresponding to thedesired emotional state of the user; and arranging the media content inthe playlist in a sequential order such that the playlist transitionsfrom the first item toward the nth item; and playing back, via aplayback device, at least the first item of the media content.

Example 2: The method of Example 1, further comprising: while playingback the first item, receiving a third signal indicative of an updatedemotional state of the user, the third signal corresponding to a thirdparameter, wherein a difference between the first and third parametersis no greater than a predetermined threshold; and based at least in parton the third signal, playing back the second item of media content.

Example 3: The method of any one of Examples 1 or 2, further comprising:while playing back the first item, receiving a third signal indicativeof an updated emotional state of the user, the third signalcorresponding to a third parameter, wherein a difference between thefirst and third parameters is greater than a predetermined threshold;and based at least in part on the third signal, playing back a thirditem of media content after playing back the first item, the third itembeing different than the first and second items.

Example 4: The method of Example 3, wherein the first parameter and nthparameter define a first pathway therebetween including the secondparameter, the method further comprising: based at least in part on thethird signal, updating the first pathway, wherein the first and nthparameters define a second pathway different than the first pathway andincluding the third parameter.

Example 5: The method of any one of examples Example 1-4, wherein (i)the first parameter corresponds to first coordinates on a plane, (ii)the second parameter corresponds to second coordinates on the plane, and(iii) the nth parameter corresponds to nth coordinates on the plane, thefirst and nth coordinates defining a pathway therebetween on the planethat includes the second coordinates.

Example 6: The method of Example 5, wherein generating the playlist isbased at least in part on an array overlaid onto the plane, the arrayincluding nodes each corresponding to the items of media content,wherein the nodes include (i) a first node associated with the firstitem, (ii) a second node associated with the second item, and (iii) anth node associated with the nth item.

Example 7: The method of Example 6, wherein the pathway extends from thefirst node to the nth node, and wherein the order is based at least inpart on proximity of the nodes on the pathway.

Example 8: The method of any one of Examples 6 or 7, further comprising:after playing back the first item, playing back, via the playbackdevice, the second item of the media content, the second item beingassociated with the second node adjacent the first node and on thepathway.

Example 9: The method of any one of Examples 5-8, wherein the plane istailored to the user, further comprising: determining a neutralemotional state of the user; and based at least in part on the neutralemotional state, adjusting a standard plane to generate the tailoredplane.

Example 10: The method of any one of Examples 1-9, wherein receiving thefirst signal comprises receiving the first signal from a sensorconfigured to be worn by the user.

Example 11: The method of any one of Examples 1-10, wherein receivingthe first signal comprises wirelessly receiving the first signal from aplurality of electroencephalography sensors configured to be worn by theuser.

Example 12: A tangible, non-transitory, computer-readable medium havinginstructions stored thereon that are executable by one or moreprocessors to cause a network microphone device to perform the method ofany one of Examples 1 to 11.

Example 13: An audio signal processing system of a playback device, thesystem comprising a processor; and tangible, non-transitory,computer-readable media storing instructions executable by the processorto cause the audio signal processing system to perform the method of anyone of Examples 1 to 11.

Example 14: A network microphone device comprising one or moremicrophones configured to detect sound, one or more processors, and atangible, non-transitory computer-readable medium having instructionsstored thereon that are executable by the one or more processors tocause the network microphone device to perform the method of any ofExamples 1 to 11.

Example 15: A playback device comprising a speaker; a processor; and atangible, non-transitory computer-readable medium storing instructionsexecutable by the processor to cause the playback device to performoperations of any of Examples 1 to 11.

1-20. (canceled)
 21. A system comprising: one or more processors; andone or more computer-readable media storing instructions that, whenexecuted by the one or more processors, cause the one or more processorsto perform operations comprising: obtaining a neutral mental state of auser; receiving a first signal from a sensor, the first signal beingindicative of a current mental state of the user; receiving a secondsignal corresponding to a desired mental state, the desired mental statediffering from the current mental state; based on the neutral mentalstate of the user and the first and second signals, playing back mediacontent including at least (i) a first item of media content having afirst parameter corresponding to the current mental state, (ii) a seconditem of media content having a second parameter different than the firstparameter, and (iii) an nth item of media content having an nthparameter corresponding to the desired emotional state, wherein themedia content transitions from the first item toward the nth item; andreceiving a third signal indicative of an updated mental state of theuser.
 22. The system of claim 21, wherein the media content comprisesgenerative music.
 23. The system of claim 21, wherein obtaining theneutral emotional state comprises retrieving a stored data indicative ofthe neutral emotional state.
 24. The system of claim 21, whereinobtaining the neutral emotional state comprises obtaining the neutralemotional state from a sensor device.
 25. The system of claim 24,wherein the sensor device comprises a wearable device.
 26. The system ofclaim 21, wherein the updated mental state of the user is closer to thedesired mental state than the received first signal.
 27. The system ofclaim 21, wherein the second signal corresponds to an input provided bythe user.
 28. A method comprising: obtaining a neutral mental state of auser; receiving a first signal from a sensor, the first signal beingindicative of a current mental state of the user; receiving a secondsignal corresponding to a desired mental state, the desired mental statediffering from the current mental state; based on the neutral mentalstate of the user and the first and second signals, playing back mediacontent including at least (i) a first item of media content having afirst parameter corresponding to the current mental state, (ii) a seconditem of media content having a second parameter different than the firstparameter, and (iii) an nth item of media content having an nthparameter corresponding to the desired emotional state, wherein themedia content transitions from the first item toward the nth item; andreceiving a third signal indicative of an updated mental state of theuser.
 29. The method of claim 28, wherein the media content comprisesgenerative music.
 30. The method of claim 28, wherein obtaining theneutral emotional state comprises retrieving a stored data indicative ofthe neutral emotional state.
 31. The method of claim 28, whereinobtaining the neutral emotional state comprises obtaining the neutralemotional state from a sensor device.
 32. The method of claim 31,wherein the sensor device comprises a wearable device.
 33. The method ofclaim 28, wherein the updated mental state of the user is closer to thedesired mental state than the received first signal.
 34. The method ofclaim 28, wherein the second signal corresponds to an input provided bythe user.
 35. One or more tangible, non-transitory computer-readablemedia storing instructions that, when executed by one or more processorsof a system, cause the system to perform operations comprising:obtaining a neutral mental state of a user; receiving a first signalfrom a sensor, the first signal being indicative of a current mentalstate of the user; receiving a second signal corresponding to a desiredmental state, the desired mental state differing from the current mentalstate; based on the neutral mental state of the user and the first andsecond signals, playing back media content including at least (i) afirst item of media content having a first parameter corresponding tothe current mental state, (ii) a second item of media content having asecond parameter different than the first parameter, and (iii) an nthitem of media content having an nth parameter corresponding to thedesired emotional state, wherein the media content transitions from thefirst item toward the nth item; and receiving a third signal indicativeof an updated mental state of the user.
 36. The one or morecomputer-readable media of claim 35, wherein the media content comprisesgenerative music.
 37. The one or more computer-readable media of claim35, wherein obtaining the neutral emotional state comprises retrieving astored data indicative of the neutral emotional state.
 38. The one ormore computer-readable media of claim 35, wherein obtaining the neutralemotional state comprises obtaining the neutral emotional state from asensor device.
 39. The one or more computer-readable media of claim 35,wherein the updated mental state of the user is closer to the desiredmental state than the received first signal.
 40. The one or morecomputer-readable media of claim 35, wherein the second signalcorresponds to an input provided by the user.